def get_profile(imp, roi, rm):
'''
Iteratively get the profile of each roi in a list from give img.
returns ProfilePlots.
'''
i = rm.getCount()
rm.add(roi, i)
roi.setName("{0}_{1}".format(imp.getTitle(), i))
rm.select(imp, i)
pp = ProfilePlot(imp)
return pp.getProfile()
def get_profile(imp, roi, rm):
'''
Gets the profile plot of a roi from a given img.
returns a list containing the measured intensities on each pixel.
'''
from ij.gui import ProfilePlot
i = rm.getCount()
rm.add(roi, i)
roi.setName("{0}_{1}".format(imp.getTitle(), i))
rm.select(imp, i)
pp = ProfilePlot(imp)
return pp.getProfile()
def fit_gauss(lroi, imp, p, peak_id, id_, type_, rm):
lroi.setName("{}_{}_{}".format(str(id_), peak_id, type_))
imp.setRoi(lroi)
rm.addRoi(lroi)
prof = ProfilePlot(imp)
y = prof.getProfile()
x = xrange(len(y))
fitter = CurveFitter(x, y)
fitter.doFit(CurveFitter.GAUSSIAN)
param_values = fitter.getParams()
std = param_values[3]
fwhm = 2.3548 * std
r2 = fitter.getFitGoodness()
y_ = [fitter.f(x_) for x_ in x]
area_profile = sum(y) - len(y) *min(y)
area_gauss = sum(y_) - len(y_)*min(y_)
output = {}
output["x_pos"] = p.x
output["y_pos"] = p.y
output["fwhm"] = fwhm
output["fwhm_nm"] = pixel_size_nm * fwhm
output["r2_GoF"] = r2
output["id"] = id_
output["peak_id"] = peak_id
output["type"] = type_
# yai, excel maagic :-)
output["avg_fwhm"] = '=AVERAGEIFS(F:F,B:B,B{},F:F,"<>"&"")'.format(id_+2)
output["area_profile"] = area_profile
output["area_gauss"] = area_gauss
if peak_id == DEBUG:
plot = Plot("ROI peak {} type {}".format(peak_id, type_), "X (gray)", "Y (fit window)")
plot.setLineWidth(2)
plot.setColor(Color.RED)
plot.addPoints(x, y, Plot.LINE)
plot.setColor(Color.BLUE)
plot.addPoints(x, y_, Plot.LINE)
plot.show()
return output
def getXY(image):
image.setC(2)
pp = ProfilePlot(image).getPlot()
pw = PlotWindow(image, pp)
x, y = pw.getXValues(), pw.getYValues()
# convert to java double for use in CurveFitter() class
xd = [Double(i) for i in x]
yd = [Double(i) for i in y]
return xd, yd
def __MidProfil(self): if not self.__boolML : self.__midline() ip=self.__image.getProcessor() line=Line(self.__midLine[0][0],self.__midLine[0][1],self.__midLine[-1][0],self.__midLine[-1][1]) line.setWidth(self.__lw) self.__MprofArray=[] self.__MprofArray[:]=[] for i in range(0,len(self.__midLine)-1): templine=Line(self.__midLine[i][0],self.__midLine[i][1],self.__midLine[i+1][0],self.__midLine[i+1][1]) templine.setWidth(self.__lw) self.__image.setRoi(templine) #time.sleep(0.5) temprof= ProfilePlot(self.__image) temparray=temprof.getProfile() self.__MprofArray+=temparray templine.setWidth(0) #if self.__showMidpro: self.__fprof.createWindow() return
def __FeretProfile(self): """ genere le profile le long du diametre de Feret """ self.__line.setWidth(self.__lw) self.__image.setRoi(self.__line, True) self.__fprof= ProfilePlot(self.__image) self.__fprofArray=self.__fprof.getProfile() if self.__showFpro: self.__fprof.createWindow() self.__image.killRoi() self.__line.setWidth(0) self.__image.setRoi(self.__contour) return self.__fprofArray
def saveProfile(nch,
top,
bottom,
staining,
genotype,
staining_dir,
image_name,
cd=min_cd,
cd_no=0,
all_slices=False):
if all_slices == True:
temp_imp = IJ.getImage()
top = temp_imp.NSlices
bottom = 1
for j in range(bottom, top + 1):
imp1 = IJ.getImage()
imp1.setC(nch)
imp1.setZ(j)
pp1 = ProfilePlot(imp1)
s = "profile" + str(j)
exec(s + " = pp1.getProfile()")
file_name = image_name[:(
image_name.rfind('.tif'))] + "_" + staining + ".csv"
file_save = staining_dir + file_name
if cd == 1:
with open(file_save, "w") as text_file:
text_file.write("cd,cd_type,x,value")
# text_file.close()
with open(file_save, "a") as text_file:
for j in range(len(eval("profile" + str(top)))):
# print([profile1[j], profile2[j] ], max([profile1[j], profile2[j] ]))
x = list()
for k in range(bottom, top + 1):
x.append(eval("profile" + str(k) + "[j]"))
#print(x)
if intensity_to_process == "max":
text_file.write("\n" + str(cd) + "," + str(cd_no) + "," +
str(j) + "," + str(max(x)))
#print(len(x))
else:
#print(int(len(x)))
total = 0
for element in x:
total = total + eval(element)
text_file.write("\n" + str(cd) + "," + str(cd_no) + "," +
str(j) + "," + str(total / len(x)))
# using a default generic RealType converter via t.setReal(t.getRealDouble())
compute(op).into(blurred, None, FloatType(), None)
# Show the blurred image with the same LUT as the original
imp2 = IL.wrap(blurred, "integral image radius 5 blur")
imp2.getProcessor().setLut(imp.getProcessor().getLut())
imp2.show()
# Compare with Gaussian blur
from ij import ImagePlus
from ij.plugin.filter import GaussianBlur
from ij.gui import Line, ProfilePlot
# Gaussian of the original image
imp_gauss = ImagePlus(imp.getTitle() + " Gauss",
imp.getProcessor().duplicate())
GaussianBlur().blurGaussian(imp_gauss.getProcessor(), radius)
imp_gauss.show()
# Plot values from a diagonal from bottom left to top right
line = Line(imp.getWidth() - 1, 0, 0, imp.getHeight() - 1)
imp_gauss.setRoi(line)
pp1 = ProfilePlot(imp_gauss)
plot = pp1.getPlot()
imp2.setRoi(line)
pp2 = ProfilePlot(imp2)
profile2 = pp2.getProfile() # double[]
plot.setColor("red")
plot.add("line", range(len(profile2)), profile2)
plot.show()
class Morph(object):
"""
Fourni les mesures principales pour l'analyse des cellules bacteriennes:
proprietes:
1-MaxFeret
2-MinFeret
3-AngleFeret
4-XFeret
5-YFeret
6-Area
7-Mean
8-StdDev
9-IntDen
10-Kurt
11-Skew
12-Angle
13-Major
14-Minor
15-Solidity
16-AR
17-Round
18-Circ.
19-XM
20-YM
21-X
22-Y
23-FerCoord: tuple contenant x1, y1, x2, y2 du MaxFeret
24-Fprofil: list contenant les valeurs du profil le long de MaxFeret
25-FerAxis: Line ROI
26-MidAxis: Polyline ROI de l'axe median par skeletonize
27-MidProfil: list contenant les valeurs du profil le long de MidAxis
28-nb Foci
29-ListFoci: liste des positions des foci par cellule
30-ListAreaFoci: liste des area des foci
31-ListPeaksFoci: liste des int max des foci
32-ListMeanFoci liste des int mean des foci
toute les proprietes mettent a jour l'image cible par: object.propriete=imp
Methodes:
getFeretSegments(n segments)
getMidSegments(n segments, radius, tool 0= ligne perpendiculaire, 1= cercle, 2= ligne tangente)
selectInitRoi: active la ROI initiale
Statics:
distMorph(liste de coordonees a mesurer= (coefficient, valeur initiale, valeur finale))
setteurs:
setImage(ImagePlus)
setImageMeasures(imagePlus) met a jours les mesures avec imagePlus
setImageMidprofil(imagePlus) met a jours le profil avec imagePlus
setLineWidth(width) afecte la largeur de ligne pour le profil pour Fprofile et MidProfil defaut = 0
setshowFprof(True) affiche le graphique de profil Fprofil defaut = False
setMidParams(longueur mesurer l'angle de l'extremite en pixels defaut=10, coefficient pour prolonger et trouver l'intersection avec le contour defaut=1.3
"""
def __Measures(self):
self.__boolmeasures=True
if (self.__contour is not None) and (self.__contour.getType() not in [9,10]):
self.__image.killRoi()
self.__image.setRoi(self.__contour)
self.__ip=self.__image.getProcessor()
self.__rt= ResultsTable()
analyser= Analyzer(self.__image, Analyzer.AREA+Analyzer.CENTER_OF_MASS+Analyzer.CENTROID+Analyzer.ELLIPSE+Analyzer.FERET+Analyzer.INTEGRATED_DENSITY+Analyzer.MEAN+Analyzer.KURTOSIS+Analyzer.SKEWNESS+Analyzer.MEDIAN+Analyzer.MIN_MAX+Analyzer.MODE+Analyzer.RECT+Analyzer.SHAPE_DESCRIPTORS+Analyzer.SLICE+Analyzer.STACK_POSITION+Analyzer.STD_DEV, self.__rt)
analyser.measure()
#self.__rt.show("myRT")
else:
self.__rt = ResultsTable()
analyser = Analyzer(self.__image, Analyzer.AREA+Analyzer.CENTER_OF_MASS+Analyzer.CENTROID+Analyzer.ELLIPSE+Analyzer.FERET+Analyzer.INTEGRATED_DENSITY+Analyzer.MEAN+Analyzer.KURTOSIS+Analyzer.SKEWNESS+Analyzer.MEDIAN+Analyzer.MIN_MAX+Analyzer.MODE+Analyzer.RECT+Analyzer.SHAPE_DESCRIPTORS+Analyzer.SLICE+Analyzer.STACK_POSITION+Analyzer.STD_DEV, self.__rt)
analyser.measure()
#self.__rt.show("myRT")
maxValues=self.__rt.getRowAsString(0).split("\t")
heads=self.__rt.getColumnHeadings().split("\t")
for val in heads: self.__rt.setValue(val, 0, Float.NaN)
#self.__rt.show("myRT")
# calculate the 1/2 , 1/4 ... 1/n positions for a liste while 1/n >= 1 returns a dict = 0: (0, [0, 0, pos(1/2)]) 1: (1, [-1, -0.5, -pos(1/4)], [0, 0, pos(1/2)], [1, 0.5, pos(1/2)])
def __Centers(self, line) :
L=len(line)
l2=L//2
l=L
pos={}
for i in range(self.log2(L)) :
l = l//2
pos[i]=l
l=L
dicPos={}
jtot=1
for i in range(self.log2(L)) :
s=[]
j=1
while (l2-j*pos[i])>0 or (l2+j*pos[i])<L :
s.append((-j,(l2-j*pos[i])))
s.append((j,(l2+j*pos[i])))
j=j+1
s.append((0,l2))
s.sort()
if ((len(s)+1)*pos[i]-L)//pos[i] > 0 :
del s[0]
del s[-1]
else : pass
if len(s) - 1 != 0 : jtot= (( len(s) - 1 ) / 2.00)+1
else : jtot=1
centers=[[v[0], v[0]/jtot, v[1]] for v in s]
dicPos[i]=(i, centers)
del(s)
return dicPos
#calculate angle from the center of the midline to ends
def __flexAngle(self) :
try :
p1 = self.__midLine[0]
p3 = self.__midLine[-1]
except AttributeError :
self.__midline()
p1 = self.__midLine[0]
p3 = self.__midLine[-1]
icenter = self.__midCenters[0][1][0][2]
p2 = self.__midLine[icenter]
#xpoints = (429,472,466)
#ypoints = (114,133,99)
xpoints = [int(p1[0]), int(p2[0]), int(p3[0])]
ypoints = [int(p1[1]), int(p2[1]), int(p3[1])]
#print ypoints
#return ""
r = PolygonRoi(xpoints, ypoints, 3, Roi.ANGLE)
return r.getAngle()
def __NbFoci(self):
self.__boolFoci=True
self.__image.killRoi()
self.__image.setRoi(self.__contour)
self.__ip=self.__image.getProcessor()
rt=ResultsTable.getResultsTable()
rt.reset()
mf=MaximumFinder()
mf.findMaxima(self.__ip, self.__noise, 0, MaximumFinder.LIST, True, False)
self.__listMax[:]=[]
#feret=self.getFercoord()
#xc=feret[0]-((feret[0]-feret[2])/2.0)
#yc=feret[1]-((feret[1]-feret[3])/2.0)
#print xc, yc
xc=self.getXC()
yc=self.getYC()
#print xc, yc
for i in range(rt.getCounter()):
x=int(rt.getValue("X", i))
y=int(rt.getValue("Y", i))
size=self.__localwand(x, y, self.__ip, self.__seuilPeaks, self.__peaksMethod, self.__light)
coord=[(1, xc, x), (1, yc, y)]
d=self.distMorph(coord,"Euclidean distance")
d=( d / (self.getMaxF()/2) )*100
self.__listMax.append((x, y, size[0], size[1], size[2], size[3], size[4], d))
rt.reset()
def __FeretAxis(self):
__boolFL=True
if (self.__contour is not None) and (self.__contour.getType() in range(1,11)):
self.__image.killRoi()
self.__image.setRoi(self.__contour)
if self.__contour.getType() in [1,5,9,10]:
self.__polygon=self.__contour.getPolygon()
else:
self.__polygon=self.__contour.getFloatPolygon()
points = self.__polygon.npoints
self.__polx = self.__polygon.xpoints
self.__poly = self.__polygon.ypoints
diameter=0.0
for i in range(points):
for j in range(i, points):
dx=self.__polx[i]-self.__polx[j]
dy=self.__poly[i]-self.__poly[j]
d=math.sqrt(dx*dx+dy*dy)
if d>diameter:
diameter=d
i1=i
i2=j
tempDictY={ self.__poly[i1]:(self.__polx[i1],self.__poly[i1],self.__polx[i2],self.__poly[i2]), self.__poly[i2]:(self.__polx[i2],self.__poly[i2],self.__polx[i1],self.__poly[i1]) }
minY=min((self.__poly[i1],self.__poly[i2]))
maxY=max((self.__poly[i1],self.__poly[i2]))
lineTuple=tempDictY[maxY]
self.__x1=lineTuple[0]
self.__y1=lineTuple[1]
self.__x2=lineTuple[2]
self.__y2=lineTuple[3]
self.__line= Line(self.__x1,self.__y1,self.__x2,self.__y2)
elif (self.__contour is not None) and (self.__contour.getType()==0):
self.__x2=self.__contour.getBounds().x
self.__y2=self.__contour.getBounds().y
self.__x1=self.__contour.getBounds().x+self.__contour.getBounds().width
self.__y1=self.__contour.getBounds().y+self.__contour.getBounds().height
self.__line= Line(self.__x1,self.__y1,self.__x2,self.__y2)
else:
self.__x1="NaN"
self.__y1="NaN"
self.__x2="NaN"
self.__y2="NaN"
self.__fprofArray="NaN"
def __FeretProfile(self):
"""
genere le profile le long du diametre de Feret
"""
self.__line.setWidth(self.__lw)
self.__image.setRoi(self.__line, True)
self.__fprof= ProfilePlot(self.__image)
self.__fprofArray=self.__fprof.getProfile()
if self.__showFpro: self.__fprof.createWindow()
self.__image.killRoi()
self.__line.setWidth(0)
self.__image.setRoi(self.__contour)
return self.__fprofArray
def __midline(self):
debug=False
#print "line 251", self.__boolML
if self.__boolML :
ordpoints=self.__midLine[:]
npoints=len(ordpoints)
xpoints=[point[0] for point in ordpoints]
ypoints=[point[1] for point in ordpoints]
polyOrd=PolygonRoi(xpoints, ypoints, npoints, PolygonRoi.POLYLINE)
return polyOrd
#if self.getMaxF()<15 : return None
#self.__FeretAxis()
#return self.__line
self.__boolML=True
self.__image.killRoi()
self.__image.setRoi(self.__contour)
boundRect=self.__contour.getBounds()
boundRoi=Roi(boundRect)
xori=boundRect.x
yori=boundRect.y
wori=boundRect.width
hori=boundRect.height
ip2 = ByteProcessor(self.__image.getWidth(), self.__image.getHeight())
ip2.setColor(255)
ip2.setRoi(self.__contour)
ip2.fill(self.__contour)
skmp=ImagePlus("ip2", ip2)
skmp.setRoi(xori-1,yori-1,wori+1,hori+1)
ip3=ip2.crop()
skmp3=ImagePlus("ip3", ip3)
skmp3.killRoi()
#-------------------------------------------------------------
if debug :
skmp3.show()
IJ.showMessage("imp3 l287")
#-------------------------------------------------------------
IJ.run(skmp3, "Skeletonize (2D/3D)", "")
#IJ.run(skmp3, "Skeletonize", "")
#-------------------------------------------------------------
if debug :
skmp3.show()
IJ.showMessage("imp3 l294")
#-------------------------------------------------------------
IJ.run(skmp3, "BinaryConnectivity ", "white")
ip3.setThreshold(3,4, ImageProcessor.BLACK_AND_WHITE_LUT)
IJ.run(skmp3, "Convert to Mask", "")
#-------------------------------------------------------------
if debug :
skmp3.show()
IJ.showMessage("imp3 l302")
#-------------------------------------------------------------
#IJ.run(skmp3, "Skeletonize", "")
#-------------------------------------------------------------
if debug :
skmp3.updateAndDraw()
skmp3.show()
IJ.showMessage("imp3 l308")
#-------------------------------------------------------------
rawPoints=[]
w=ip3.getWidth()
h=ip3.getHeight()
rawPoints=[(x+xori,y+yori,self.__sommeVals(x,y,ip3)) for x in range(w) for y in range(h) if ip3.getPixel(x,y)==255]
tempbouts=[val for val in rawPoints if val[2]==2]
if len(tempbouts)!=2 : return None
# test
#if len(tempbouts)!=2 :
#
# IJ.run(skmp3, "BinaryConnectivity ", "white")
# ip3.setThreshold(3,3, ImageProcessor.BLACK_AND_WHITE_LUT)
# IJ.run(skmp3, "Convert to Mask", "")
# #-------------------------------------------------------------
# if debug==debug :
# skmp3.updateAndDraw()
# skmp3.show()
# IJ.showMessage("if test l 328")
##-------------------------------------------------------------
# rawPoints=[(x+xori,y+yori,self.__sommeVals(x,y,ip3)) for x in range(w) for y in range(h) if ip3.getPixel(x,y)==255]
# tempbouts=[val for val in rawPoints if val[2]==2]
ip3.setRoi(boundRect)
if rawPoints==[]: return None
npoints=len(rawPoints)
xpoints=[point[0] for point in rawPoints]
ypoints=[point[1] for point in rawPoints]
valpoints=[point[2] for point in rawPoints]
bouts={}
if tempbouts==[]: return None
if tempbouts[0][1]>tempbouts[1][1]:
bouts["A"]=tempbouts[0]
bouts["B"]=tempbouts[1]
else:
bouts["A"]=tempbouts[1]
bouts["B"]=tempbouts[0]
rawPoints.remove(bouts["A"])
rawPoints.remove(bouts["B"])
rawPoints.append(bouts["B"])
tempList=[val for val in rawPoints]
p=bouts["A"]
Dist={}
ordPoints=[]
for j in range(len(rawPoints)):
Dist.clear()
for i in range(len(tempList)):
dx=p[0]-tempList[i][0]
dy=p[1]-tempList[i][1]
d=math.sqrt(dx*dx+dy*dy)
Dist[d]=tempList[i]
distList=Dist.keys()
mind=min(distList)
nextpoint=Dist[mind]
ordPoints.append(nextpoint)
tempList.remove(nextpoint)
p=nextpoint
ordPoints.insert(0, bouts["A"])
npoints=len(ordPoints)
if npoints < 4 : return None
xpoints=[point[0] for point in ordPoints]
ypoints=[point[1] for point in ordPoints]
polyOrd1=PolygonRoi(xpoints, ypoints, npoints, PolygonRoi.POLYLINE)
f=min(self.__midParams[0], len(xpoints)//2)
angleA1=polyOrd1.getAngle(xpoints[0],ypoints[0], xpoints[1],ypoints[1])
angleA2=polyOrd1.getAngle(xpoints[1],ypoints[1], xpoints[2],ypoints[3])
angleA = (angleA1+angleA2)/2.00
angleA=polyOrd1.getAngle(xpoints[0],ypoints[0], xpoints[f],ypoints[f])
angleA=angleA*(math.pi/180)
angleB1=polyOrd1.getAngle(xpoints[-2],ypoints[-2], xpoints[-1],ypoints[-1])
angleB2=polyOrd1.getAngle(xpoints[-3],ypoints[-3], xpoints[-2],ypoints[-2])
angleB = (angleB1+angleB2)/2.00
angleB=polyOrd1.getAngle(xpoints[-f],ypoints[-f], xpoints[-1],ypoints[-1])
angleB=angleB*(math.pi/180)
coef=self.__midParams[1]
xa = xpoints[0]-coef*f*math.cos(angleA)
ya = ypoints[0]+coef*f*math.sin(angleA)
xb = xpoints[-1]+coef*f*math.cos(angleB)
yb = ypoints[-1]-coef*f*math.sin(angleB)
lineA=Line(xpoints[0],ypoints[0], xa, ya)
lineB=Line(xpoints[-1],ypoints[-1], xb, yb)
lineA.setWidth(0)
lineB.setWidth(0)
lineA.setStrokeWidth(0)
lineB.setStrokeWidth(0)
ip2.setColor(0)
ip2.fill()
ip2.setColor(255)
ip2.setRoi(lineA)
lineA.drawPixels(ip2)
ip2.setRoi(lineB)
lineB.drawPixels(ip2)
ip2.setRoi(self.__contour)
ip2.setColor(0)
ip2.fillOutside(self.__contour)
ip2=ip2.crop()
imb=ImagePlus("new-ip2", ip2)
#-------------------------------------------------------------
if debug :
imb.show()
IJ.showMessage("imb l416")
#-------------------------------------------------------------
w2=ip2.getWidth()
h2=ip2.getHeight()
ip4 = ByteProcessor(w2+2, h2+2)
im4=ImagePlus("im4", ip4)
for i in range(w2):
for j in range(h2):
ip4.set(i+1,j+1,max([ip2.getPixel(i,j),ip3.getPixel(i,j)]))
#im4.show()
#-------------------------------------------------------------
if debug :
im4.show()
IJ.showMessage("im4 l430")
#-------------------------------------------------------------
im4.killRoi()
#IJ.run(im4, "Skeletonize (2D/3D)", "")
#IJ.run(skmp3, "Skeletonize", "")
#-------------------------------------------------------------
if debug :
imb.show()
IJ.showMessage("imb l300")
#-------------------------------------------------------------
#IJ.run(skmp3, "Skeletonize", "")
ip4=im4.getProcessor()
rawPoints2=[]
w4=ip4.getWidth()
h4=ip4.getHeight()
rawPoints2=[(x+xori-2,y+yori-2,self.__sommeVals(x,y,ip4)) for x in range(w4) for y in range(h4) if ip4.getPixel(x,y)==255]
self.__MidBouts=[val for val in rawPoints2 if val[2]==2]
# test
if len(self.__MidBouts)!=2 :
IJ.run(im4, "BinaryConnectivity ", "white")
ip4.setThreshold(3,3, ImageProcessor.BLACK_AND_WHITE_LUT)
IJ.run(im4, "Convert to Mask", "")
rawPoints2=[(x+xori-2,y+yori-2,self.__sommeVals(x,y,ip4)) for x in range(w4) for y in range(h4) if ip4.getPixel(x,y)==255]
self.__MidBouts=[val for val in rawPoints2 if val[2]==2]
ordpoints=[]
p0=self.__MidBouts[0]
rawPoints2.remove(p0)
c=0
while p0!=self.__MidBouts[1]:
if c<len(rawPoints2):
point=rawPoints2[c]
else: break
if abs(point[0]-p0[0])<2 and abs(point[1]-p0[1])<2:
p0=point
ordpoints.append(point)
rawPoints2.remove(point)
c=0
else: c=c+1
ordpoints.insert(0, self.__MidBouts[0])
self.__midLine=ordpoints[:]
self.__midCenters = self.__Centers(self.__midLine)
npoints=len(ordpoints)
xpoints=[point[0] for point in ordpoints]
ypoints=[point[1] for point in ordpoints]
polyOrd=PolygonRoi(xpoints, ypoints, npoints, PolygonRoi.POLYLINE)
#print self.__midLine
#print self.__MidBouts
#print xpoints
#print ypoints
return polyOrd
def __sommeVals(self, x, y, ip):
return (ip.getPixel(x,y)+ip.getPixel(x-1,y-1)+ip.getPixel(x,y-1)+ip.getPixel(x+1,y-1)+ip.getPixel(x-1,y)+ip.getPixel(x+1,y)+ip.getPixel(x-1,y+1)+ip.getPixel(x,y+1)+ip.getPixel(x+1,y+1))/255
def __localwand(self, x, y, ip, seuil, method, light):
self.__image.killRoi()
ip.snapshot()
if method == "mean" :
peak=ip.getPixel(x,y)
tol = (peak - self.getMean())*seuil
w = Wand(ip)
w.autoOutline(x, y, tol, Wand.EIGHT_CONNECTED)
#print "method=", method, tol, peak
elif method == "background" :
radius = self.getMinF()/4
bs = BackgroundSubtracter()
#rollingBallBackground(ImageProcessor ip, double radius, boolean createBackground, boolean lightBackground, boolean useParaboloid, boolean doPresmooth, boolean correctCorners)
bs.rollingBallBackground(ip, radius, False, light, False, True, False)
peak=ip.getPixel(x,y)
tol = peak*seuil
w = Wand(ip)
w.autoOutline(x, y, tol, Wand.EIGHT_CONNECTED)
ip.reset()
#print "method=", method, tol, radius, peak
else :
peak=ip.getPixel(x,y)
tol = peak*seuil
w = Wand(ip)
w.autoOutline(x, y, tol, Wand.EIGHT_CONNECTED)
#print "method=", method, tol
peak=ip.getPixel(x,y)
temproi=PolygonRoi(w.xpoints, w.ypoints, w.npoints, PolygonRoi.POLYGON)
self.__image.setRoi(temproi)
#self.__image.show()
#time.sleep(1)
#peakip=self.__image.getProcessor()
#stats=peakip.getStatistics()
temprt = ResultsTable()
analyser = Analyzer(self.__image, Analyzer.AREA+Analyzer.INTEGRATED_DENSITY+Analyzer.FERET, temprt)
analyser.measure()
#temprt.show("temprt")
rtValues=temprt.getRowAsString(0).split("\t")
area=float(rtValues[1])
intDen=float(rtValues[4])
feret=float(rtValues[2])
mean=intDen/area
#time.sleep(2)
temprt.reset()
self.__image.killRoi()
return [peak, area, mean, intDen, feret]
def __MidProfil(self):
if not self.__boolML : self.__midline()
ip=self.__image.getProcessor()
line=Line(self.__midLine[0][0],self.__midLine[0][1],self.__midLine[-1][0],self.__midLine[-1][1])
line.setWidth(self.__lw)
self.__MprofArray=[]
self.__MprofArray[:]=[]
for i in range(0,len(self.__midLine)-1):
templine=Line(self.__midLine[i][0],self.__midLine[i][1],self.__midLine[i+1][0],self.__midLine[i+1][1])
templine.setWidth(self.__lw)
self.__image.setRoi(templine)
#time.sleep(0.5)
temprof= ProfilePlot(self.__image)
temparray=temprof.getProfile()
self.__MprofArray+=temparray
templine.setWidth(0)
#if self.__showMidpro: self.__fprof.createWindow()
return
def getFeretSegments(self, n):
self.__boolFS=True
if(not self.__boolFL):
self.__FeretAxis()
radius=self.getMinF()
lsegment=self.__line.getLength()/((n-1)*2)
xo=self.__x1
yo=self.__y1
xf=self.__x2
yf=self.__y2
angle1=self.getAngF()*(math.pi/180)
angle2=self.getAngF()*(math.pi/180)+(math.pi/2)
avancex=(lsegment*2)*math.cos(angle1)
avancey=(lsegment*2)*math.sin(angle1)
delta90x=(radius)*math.cos(angle2)
delta90y=(radius)*math.sin(angle2)
self.__line.setWidth(int(lsegment*2))
#self.__image.setRoi(self.__line)
tempcontour=self.__contour.clone()
shapeContour=ShapeRoi(tempcontour)
segsRoi=[]
for i in range(n):
tempLine=Line(xo-delta90x, yo+delta90y, xo+delta90x, yo-delta90y)
tempLine.setWidth(int(lsegment*2))
poly=tempLine.getPolygon()
roipol=PolygonRoi(poly, Roi.POLYGON)
shapePoly= ShapeRoi(roipol)
interShape=shapePoly.and(shapeContour)
segsRoi.append(interShape.shapeToRoi())
xo=xo+avancex
yo=yo-avancey
#self.__image.setRoi(self.__contour, True)
#time.sleep(0)
self.__line.setWidth(0)
#self.__image.setRoi(tempcontour)
#self.__image.updateAndDraw()
return segsRoi # return Roi array
def getMidSegments(self, n=10, r=5, tool=0):
self.__boolMS=True
if(not self.__boolML):
self.__midline()
lsegment=int(len(self.__midLine)/n)
if lsegment<2:lsegment=2
ls2=int(len(self.__midLine)/(2*n))
if ls2<1: ls2=1
ip=self.__image.getProcessor()
#print(len(self.__midLine), lsegment, ls2)
xo=self.__MidBouts[0][0]
yo=self.__MidBouts[0][1]
xf=self.__MidBouts[1][0]
yf=self.__MidBouts[1][1]
line1=Line(xo,yo,xf,yf)
line1.setWidth(0)
angles=[line1.getAngle(self.__midLine[i][0], self.__midLine[i][1], self.__midLine[i+lsegment][0], self.__midLine[i+lsegment][1]) for i in range(0,len(self.__midLine)-lsegment,lsegment)]
points=[self.__midLine[i] for i in range(0,len(self.__midLine),lsegment)]
lastangle=line1.getAngle(self.__midLine[-ls2][0],self.__midLine[-ls2][1],self.__midLine[-1][0],self.__midLine[-1][1])
angles.append(lastangle)
tempcontour=self.__contour.clone()
shapeContour=ShapeRoi(tempcontour)
angles=[angle*(math.pi/180)+(math.pi/2) for angle in angles]
line1.setWidth((ls2+1)*2)
segsRoi=[]
linesRois=[]
cRois=[]
for i in range(len(angles)):
x=points[i][0]
y=points[i][1]
cRois.append(PointRoi(x,y))
if tool==0: # ligne perpendiculaire d'epaiseur (ls2+1)*2
line1.setWidth((ls2+1)*2)
x1=x+r*math.cos(angles[i])
y1=y-r*math.sin(angles[i])
x2=x-r*math.cos(angles[i])
y2=y+r*math.sin(angles[i])
#print(x, y, x1, y1, x2, y2)
tempLine=Line(x1,y1,x2,y2)
linesRois.append(tempLine)
tempLine.setWidth((ls2+1)*2)
#self.__image.setRoi(tempLine, True)
#time.sleep(0.3)
poly=tempLine.getPolygon()
roipol=PolygonRoi(poly, Roi.POLYGON)
shapePoly= ShapeRoi(roipol)
elif tool==1:
#r1=r*0.7
x1=x+r
y1=y-r
x2=x-r
y2=y+r
ellipse=EllipseRoi(x1, y1, x2, y2, 1)
linesRois.append(ellipse)
#print(x, y, x1, y1, x2, y2)
#self.__image.setRoi(ellipse, True)
shapePoly= ShapeRoi(ellipse)
#time.sleep(0.3)
else:
x1=x
y1=y
line1.setWidth(r)
if (i+1)<len(points):
x2=points[i+1][0]
y2=points[i+1][1]
else:
#x1=x+lsegment*math.cos(angles[i]-(math.pi/2))
#y1=y-lsegment*math.sin(angles[i]-(math.pi/2))
x2=x+lsegment*math.cos(angles[i]-(math.pi/2))
y2=y-lsegment*math.sin(angles[i]-(math.pi/2))
#x2=xf
#y2=yf
tempLine=Line(x1,y1,x2,y2)
linesRois.append(tempLine)
tempLine.setWidth(r)
#self.__image.setRoi(tempLine, True)
#time.sleep(0.5)
poly=tempLine.getPolygon()
roipol=PolygonRoi(poly, Roi.POLYGON)
shapePoly= ShapeRoi(roipol)
interShape=shapePoly.and(shapeContour)
interRoi=interShape.shapeToRoi()
segsRoi.append(interShape.shapeToRoi())
line1.setWidth(0)
return (segsRoi, linesRois, cRois)
def selectInitRoi(self):
self.__image.killRoi()
self.__image.setRoi(self.__contour)
time.sleep(0)
@staticmethod
def distMorph(coord,distmethod="Euclidean distance"):
if distmethod == "Euclidean distance" :
s=[val[0]*(val[2]-val[1])*(val[2]-val[1]) for val in coord]
#print s
#print sum(s)
return math.sqrt(sum(s))
if distmethod == "Logarithm distance" :
s=[val[0]*abs(math.log(val[2]/val[1])) for val in coord]
return sum(s)
@staticmethod
def log2(n) : return math.log(n)/math.log(2)
def Out(self): print("out")
#------ end methodes---------------
#------ constructeur -------------
def __init__(self, imp, roi):
self.__lw=0
self.__showFpro=False
self.__Feret=[]
self.__image=imp
self.__cal=imp.getCalibration()
self.__contour=roi.clone()
self.__boolmeasures=False
self.__boolFP=False
self.__boolFL=False
self.__boolML=False
self.__boolMP=False
self.__boolFS=False
self.__boolMS=False
self.__boolFoci=False
self.__midParams=[10, 1.3]
self.__listMax=[]
self.__noise=150
self.__seuilPeaks=0.75
self.__peaksMethod="mean"
self.__light=False
self.__distot=0.00
self.__flexangle=0.00
#print "dropbox MorphoBactProject"
#---------- end constructor---------
#---------- getteurs----------------
def getMaxF(self):
if(not self.__boolmeasures): self.__Measures()
return self.__rt.getValue("Feret", 0)
def getMinF(self):
if(not self.__boolmeasures): self.__Measures()
return self.__rt.getValue("MinFeret", 0)
def getXF(self):
if(not self.__boolmeasures): self.__Measures()
return self.__rt.getValue("FeretX", 0)
def getYF(self):
if(not self.__boolmeasures): self.__Measures()
return self.__rt.getValue("FeretY", 0)
def getAngF(self):
if(not self.__boolmeasures): self.__Measures()
return self.__rt.getValue("FeretAngle", 0)
def getArea(self):
if(not self.__boolmeasures): self.__Measures()
return self.__rt.getValue("Area", 0)
def getMean(self):
if(not self.__boolmeasures): self.__Measures()
return self.__rt.getValue("Mean", 0)
def getKurt(self):
if(not self.__boolmeasures): self.__Measures()
return self.__rt.getValue("Kurt", 0)
def getSkew(self):
if(not self.__boolmeasures): self.__Measures()
return self.__rt.getValue("Skew", 0)
def getIntDen(self):
if(not self.__boolmeasures): self.__Measures()
return self.__rt.getValue("IntDen", 0)
def getStdDev(self):
if(not self.__boolmeasures): self.__Measures()
return self.__rt.getValue("StdDev", 0)
def getAngle(self):
if(not self.__boolmeasures): self.__Measures()
return self.__rt.getValue("Angle", 0)
def getMajor(self):
if(not self.__boolmeasures): self.__Measures()
return self.__rt.getValue("Major", 0)
def getMinor(self):
if(not self.__boolmeasures): self.__Measures()
return self.__rt.getValue("Minor", 0)
def getSolidity(self):
if(not self.__boolmeasures): self.__Measures()
return self.__rt.getValue("Solidity", 0)
def getAR(self):
if(not self.__boolmeasures): self.__Measures()
return self.__rt.getValue("AR", 0)
def getRound(self):
if(not self.__boolmeasures): self.__Measures()
return self.__rt.getValue("Round", 0)
def getCirc(self):
if(not self.__boolmeasures): self.__Measures()
return self.__rt.getValue("Circ.", 0)
def getXM(self):
if(not self.__boolmeasures): self.__Measures()
return self.__rt.getValue("XM",0)
def getYM(self):
if(not self.__boolmeasures): self.__Measures()
return self.__rt.getValue("YM",0)
def getXC(self):
if(not self.__boolmeasures): self.__Measures()
return self.__rt.getValue("X",0)
def getYC(self):
if(not self.__boolmeasures): self.__Measures()
return self.__rt.getValue("Y",0)
def getNfoci(self):
if(not self.__boolFoci):self.__NbFoci()
return len(self.__listMax)
def getListFoci(self):
if(not self.__boolFoci):self.__NbFoci()
xy=[]
for val in self.__listMax:
xy.append((val[0], val[1]))
return xy
def getListPeaksFoci(self):
if(not self.__boolFoci):self.__NbFoci()
peaks=[]
for val in self.__listMax:
peaks.append(val[2])
return peaks
def getListAreaFoci(self):
if(not self.__boolFoci):self.__NbFoci()
areas=[]
for val in self.__listMax:
areas.append(val[3])
return areas
def getListMeanFoci(self):
if(not self.__boolFoci):self.__NbFoci()
means=[]
for val in self.__listMax:
means.append(val[4])
return means
def getListIntDenFoci(self):
if(not self.__boolFoci):self.__NbFoci()
ints=[]
for val in self.__listMax:
ints.append(val[5])
return ints
def getListFeretFoci(self):
if(not self.__boolFoci):self.__NbFoci()
ferets=[]
for val in self.__listMax:
ferets.append(val[6])
return ferets
def getListDistsFoci(self):
if(not self.__boolFoci):self.__NbFoci()
dists=[]
for val in self.__listMax:
dists.append(val[7])
return dists
def getFercoord(self):
"""
FerCoord: tuple contenant x1, y1, x2, y2 du MaxFeret
"""
if (not self.__boolFL): self.__FeretAxis()
return (self.__x1,self.__y1,self.__x2,self.__y2)
def getFprofil(self):
"""
Fprofil: list contenant les valeurs du profil le long de MaxFeret
"""
if (not self.__boolFL): self.__FeretAxis()
self.__FeretProfile()
return self.__fprofArray
def getFerAxis(self):
"""
FerAxis: Line ROI
"""
if(not self.__boolFL): self.__FeretAxis()
return self.__line
def getMidAxis(self):
"""
MidAxis: Polyline ROI de l'axe median par skeletonize
"""
if(not self.__boolML): return self.__midline()
def getMidSegs(self, n, r, tool):
"""
Rois des segments 0 = rois , 1 = points, 2 = lines ou ellipses
"""
if(not self.__boolMS): return self.getMidSegments(n, r, tool)
def getMidProfil(self):
"""
MidProfil: list contenant les valeurs du profil le long de MidAxis
"""
self.__MidProfil()
return self.__MprofArray
def getMidPoints(self) :
"""
MidPoints : list of two extreme points of mid Axis
"""
if(not self.__boolML): self.__midline()
return self.__MidBouts
def getCenters(self) :
if(not self.__boolML): self.__midline()
return self.__midCenters
def getFlexAngle(self) :
return self.__flexAngle()
#------ setteurs --------
def setImage(self, imp):
self.__image=imp
def setImageMeasures(self, imp):
self.__image=imp
self.__Measures()
def setImageFprofil(self, imp):
self.__image=imp
self.__FeretProfile()
def setImageMidprofil(self, imp):
self.__image=imp
self.__MidProfil()
def setLineWidth(self, lw):
self.__lw=lw
def setshowFpro(self, fpshow):
self.__showFpro=fpshow
def setMidParams(self, lseg, coeff):
self.__midParams[:]=[]
self.__midParams.append(lseg)
self.__midParams.append(coeff)
def setNoise(self, noise):
self.__noise=noise
def setSeuilPeaks(self, seuil):
self.__seuilPeaks=seuil
def setpeaksMethod(self, method):
self.__peaksMethod=method
def setlight(self, light):
self.__light=light
#------- properties -----------------------
MaxFeret=property(getMaxF, setImageMeasures, doc="caliper max Feret=")
MinFeret=property(getMinF, setImageMeasures, doc="caliper min Feret=")
AngleFeret=property(getAngF, setImageMeasures, doc="angle Feret=")
XFeret=property(getXF, setImageMeasures, doc="X Feret=")
YFeret=property(getYF, setImageMeasures, doc="Y Feret=")
Area=property(getArea, setImageMeasures, doc="Area=")
Mean=property(getMean, setImageMeasures, doc="Mean=")
Kurt=property(getKurt, setImageMeasures, doc="Kurtosis=")
Skew=property(getSkew, setImageMeasures, doc="Skewness=")
IntDen=property(getIntDen, setImageMeasures, doc="Integrated Intensity=")
StdDev=property(getStdDev, setImageMeasures, doc="Standard Deviation=")
Angle=property(getAngle, setImageMeasures, doc="Angle=")
Major=property(getMajor, setImageMeasures, doc="Major ellipse axis=")
Minor=property(getMinor, setImageMeasures, doc="Minor ellipse axis=")
Solidity=property(getSolidity, setImageMeasures, doc="Solidity area/convexHull=")
AR=property(getAR, setImageMeasures, doc="Major axis/Minor axis=")
Round=property(getRound, setImageMeasures, doc="Area/(pi*Major*Major)=1/AR=")
Circ=property(getCirc, setImageMeasures, doc="(4*pi*Area)/(perimeter*perimeter)=")
XM=property(getXM, setImageMeasures, doc="X center of Mass=")
YM=property(getYM, setImageMeasures, doc="Y center of Mass=")
XC=property(getXC, setImageMeasures, doc="X of centroid=")
YC=property(getYC, setImageMeasures, doc="Y of centroid=")
NFoci=property(getNfoci, setImageMeasures, doc="nb foci in the roi=")
ListFoci=property(getListFoci, setImageMeasures, doc="list of foci coordinates=")
ListPeaksFoci=property(getListPeaksFoci, setImageMeasures, doc="list of foci peaks=")
ListAreaFoci=property(getListAreaFoci, setImageMeasures, doc="list of foci areas=")
ListMeanFoci=property(getListMeanFoci, setImageMeasures, doc="list of foci means=")
ListIntDenFoci=property(getListIntDenFoci, setImageMeasures, doc="list of foci IntDen=")
ListFeretFoci=property(getListFeretFoci, setImageMeasures, doc="list of foci Ferets=")
ListDistsFoci=property(getListDistsFoci, setImageMeasures, doc="list of foci distances=")
FerCoord=property(getFercoord, doc="x1, y1, x2, y2 of Feret diameter =")
Fprofil=property(getFprofil, setImageFprofil, doc="Profil along Feret diameter") # return array values
FerAxis=property(getFerAxis, doc="ROI along Feret diameter") # return Roi
MidAxis=property(getMidAxis, doc="ROI along the median axis") # return Roi
MidProfil=property(getMidProfil, setImageMidprofil, doc="profile values of mid axis") # return array values
MidPoints=property(getMidPoints, doc= "extreme points of mid line")
Centers=property(getCenters, doc= "list of positions (tuples) of 1/2 of the midaxis, 1/4, 1/8 ...") # return a list of tuples
FlexAngle=property(getFlexAngle, doc="angle of the center of midline to ends")